Method and apparatus for object pose estimation
    3.
    发明授权
    Method and apparatus for object pose estimation 有权
    物体姿态估计方法与装置

    公开(公告)号:US08467596B2

    公开(公告)日:2013-06-18

    申请号:US13220851

    申请日:2011-08-30

    IPC分类号: G06K9/00

    CPC分类号: G06T7/12 G06T7/73

    摘要: A pose of an object is estimated from an from an input image and an object pose estimation is then stored by: inputting an image containing an object; creating a binary mask of the input image; extracting a set of singlets from the binary mask of the input image, each singlet representing points in an inner and outer contour of the object in the input image; connecting the set of singlets into a mesh represented as a duplex matrix; comparing two duplex matrices to produce a set of candidate poses; and producing an object pose estimate, and storing the object pose estimate. The estimated pose of the object is refined by: inputting an image of an object in an estimated pose, a model of the object, and parameters of a camera used to take the image of the object in the estimated pose; projecting the model of the object into a virtual image of the object using the parameters of the camera and initial pose parameters to obtain a binary mask image and image depth information; and updating the initial pose parameters to new pose parameters using the binary mask image and image depth information and updating the new pose parameters iteratively to minimize an energy function or until a maximum number of iterations is reached.

    摘要翻译: 从输入图像估计对象的姿态,然后通过以下方式存储对象姿势估计:输入包含对象的图像; 创建输入图像的二进制掩码; 从输入图像的二进制掩码中提取一组单元,每个单线代表输入图像中对象的内外轮廓中的点; 将该组单元连接成以双面矩阵表示的网格; 比较两个双工矩阵以产生一组候选姿势; 并产生物体姿态估计,并存储对象姿态估计。 通过以下方式来改善对象的估计姿态:在估计姿态中输入对象的图像,对象的模型以及用于在估计姿态中拍摄对象的图像的相机的参数; 使用相机的参数和初始姿态参数将对象的模型投影到对象的虚拟图像中,以获得二进制掩码图像和图像深度信息; 以及使用二进制掩模图像和图像深度信息将初始姿态参数更新为新的姿态参数,并且迭代地更新新的姿态参数以最小化能量函数或直到达到最大次数。

    Method And Apparatus For Object Pose Estimation
    4.
    发明申请
    Method And Apparatus For Object Pose Estimation 有权
    用于物体姿态估计的方法和装置

    公开(公告)号:US20130051626A1

    公开(公告)日:2013-02-28

    申请号:US13220851

    申请日:2011-08-30

    IPC分类号: G06K9/46

    CPC分类号: G06T7/12 G06T7/73

    摘要: A pose of an object is estimated from an from an input image and an object pose estimation is then stored by: inputting an image containing an object; creating a binary mask of the input image; extracting a set of singlets from the binary mask of the input image, each singlet representing points in an inner and outer contour of the object in the input image; connecting the set of singlets into a mesh represented as a duplex matrix; comparing two duplex matrices to produce a set of candidate poses; and producing an object pose estimate, and storing the object pose estimate. The estimated pose of the object is refined by: inputting an image of an object in an estimated pose, a model of the object, and parameters of a camera used to take the image of the object in the estimated pose; projecting the model of the object into a virtual image of the object using the parameters of the camera and initial pose parameters to obtain a binary mask image and image depth information; and updating the initial pose parameters to new pose parameters using the binary mask image and image depth information and updating the new pose parameters iteratively to minimize an energy function or until a maximum number of iterations is reached.

    摘要翻译: 从输入图像估计对象的姿态,然后通过以下方式存储对象姿势估计:输入包含对象的图像; 创建输入图像的二进制掩码; 从输入图像的二进制掩码中提取一组单元,每个单线代表输入图像中对象的内外轮廓中的点; 将该组单元连接成以双面矩阵表示的网格; 比较两个双工矩阵以产生一组候选姿势; 并产生物体姿态估计,并存储对象姿态估计。 通过以下方式来改善对象的估计姿态:在估计姿态中输入对象的图像,对象的模型以及用于在估计姿态中拍摄对象的图像的相机的参数; 使用相机的参数和初始姿态参数将对象的模型投影到对象的虚拟图像中,以获得二进制掩码图像和图像深度信息; 以及使用二进制掩模图像和图像深度信息将初始姿态参数更新为新的姿态参数,并且迭代地更新新的姿态参数以最小化能量函数或直到达到最大次数。